{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import sys\n",
    "sys.path.insert(0, '../')\n",
    "%load_ext autoreload\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.patches import Patch\n",
    "%matplotlib inline\n",
    "\n",
    "from minisom import MiniSom\n",
    "from sklearn.preprocessing import minmax_scale, scale\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# download from wikipedia and reorganization\n",
    "import os.path\n",
    "if not os.path.isfile('democracy_index.csv'):\n",
    "    wikitables = pd.read_html('https://en.wikipedia.org/wiki/Democracy_Index',\n",
    "                              attrs={\"class\":\"sortable\"}, header=0)\n",
    "    democracy_index = wikitables[0]\n",
    "    democracy_index.columns = [c.lower().replace(' ', '_') for c in democracy_index.columns]\n",
    "    democracy_index.rename(columns={'score': 'democracy_index', \n",
    "                                    'functioning_ofgovernment': 'functioning_of_government',\n",
    "                                    'politicalparticipation': 'political_participation',\n",
    "                                    'politicalculture': 'political_culture',\n",
    "                                    'civilliberties': 'civil_liberties'}, inplace=True)\n",
    "    democracy_index.category = democracy_index.category.replace('Flawed democracy[a]', 'Flawed democracy')\n",
    "    democracy_index = democracy_index[:-1]\n",
    "    democracy_index.to_csv('democracy_index.csv')\n",
    "    print('data downloaded from Wikipedia')\n",
    "else:\n",
    "    # pre-downloaded file\n",
    "    democracy_index = pd.read_csv('democracy_index.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "category_color = {'Full democracy': 'darkgreen',\n",
    "                  'Flawed democracy': 'limegreen',\n",
    "                  'Hybrid regime': 'darkorange',\n",
    "                  'Authoritarian': 'crimson'}\n",
    "colors_dict = {c: category_color[dm] for c, dm in zip(democracy_index.country,\n",
    "                                                      democracy_index.category)}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "country_codes = {'Afghanistan': 'AF',\n",
    " 'Albania': 'AL',\n",
    " 'Algeria': 'DZ',\n",
    " 'Angola': 'AO',\n",
    " 'Argentina': 'AR',\n",
    " 'Armenia': 'AM',\n",
    " 'Australia': 'AU',\n",
    " 'Austria': 'AT',\n",
    " 'Azerbaijan': 'AZ',\n",
    " 'Bahrain': 'BH',\n",
    " 'Bangladesh': 'BD',\n",
    " 'Belarus': 'BY',\n",
    " 'Belgium': 'BE',\n",
    " 'Benin': 'BJ',\n",
    " 'Bhutan': 'BT',\n",
    " 'Bolivia': 'BO',\n",
    " 'Bosnia and Herzegovina': 'BA',\n",
    " 'Botswana': 'BW',\n",
    " 'Brazil': 'BR',\n",
    " 'Bulgaria': 'BG',\n",
    " 'Burkina Faso': 'BF',\n",
    " 'Burundi': 'BI',\n",
    " 'Cambodia': 'KH',\n",
    " 'Cameroon': 'CM',\n",
    " 'Canada': 'CA',\n",
    " 'Cape Verde': 'CV',\n",
    " 'Central African Republic': 'CF',\n",
    " 'Chad': 'TD',\n",
    " 'Chile': 'CL',\n",
    " 'China': 'CN',\n",
    " 'Colombia': 'CO',\n",
    " 'Comoros': 'KM',\n",
    " 'Costa Rica': 'CR',\n",
    " 'Croatia': 'HR',\n",
    " 'Cuba': 'CU',\n",
    " 'Cyprus': 'CY',\n",
    " 'Czech Republic': 'CZ',\n",
    " 'Democratic Republic of the Congo': 'CD',\n",
    " 'Denmark': 'DK',\n",
    " 'Djibouti': 'DJ',\n",
    " 'Dominican Republic': 'DO',\n",
    " 'Ecuador': 'EC',\n",
    " 'Egypt': 'EG',\n",
    " 'El Salvador': 'SV',\n",
    " 'Equatorial Guinea': 'GQ',\n",
    " 'Eritrea': 'ER',\n",
    " 'Estonia': 'EE',\n",
    " 'Ethiopia': 'ET',\n",
    " 'Fiji': 'FJ',\n",
    " 'Finland': 'FI',\n",
    " 'France': 'FR',\n",
    " 'Gabon': 'GA',\n",
    " 'Gambia': 'GM',\n",
    " 'Georgia': 'GE',\n",
    " 'Germany': 'DE',\n",
    " 'Ghana': 'GH',\n",
    " 'Greece': 'GR',\n",
    " 'Guatemala': 'GT',\n",
    " 'Guinea': 'GN',\n",
    " 'Guinea-Bissau': 'GW',\n",
    " 'Guyana': 'GY',\n",
    " 'Haiti': 'HT',\n",
    " 'Honduras': 'HN',\n",
    " 'Hong Kong': 'HK',\n",
    " 'Hungary': 'HU',\n",
    " 'Iceland': 'IS',\n",
    " 'India': 'IN',\n",
    " 'Indonesia': 'ID',\n",
    " 'Iran': 'IR',\n",
    " 'Iraq': 'IQ',\n",
    " 'Ireland': 'IE',\n",
    " 'Israel': 'IL',\n",
    " 'Italy': 'IT',\n",
    " 'Ivory Coast': 'IC',\n",
    " 'Jamaica': 'JM',\n",
    " 'Japan': 'JP',\n",
    " 'Jordan': 'JO',\n",
    " 'Kazakhstan': 'KZ',\n",
    " 'Kenya': 'KE',\n",
    " 'Kuwait': 'KW',\n",
    " 'Kyrgyzstan': 'KG',\n",
    " 'Laos': 'LA',\n",
    " 'Latvia': 'LV',\n",
    " 'Lebanon': 'LB',\n",
    " 'Lesotho': 'LS',\n",
    " 'Liberia': 'LR',\n",
    " 'Libya': 'LY',\n",
    " 'Lithuania': 'LT',\n",
    " 'Luxembourg': 'LU',\n",
    " 'Macedonia': 'MK',\n",
    " 'Madagascar': 'MG',\n",
    " 'Malawi': 'MW',\n",
    " 'Malaysia': 'MY',\n",
    " 'Mali': 'ML',\n",
    " 'Malta': 'MT',\n",
    " 'Mauritania': 'MR',\n",
    " 'Mauritius': 'MU',\n",
    " 'Mexico': 'MX',\n",
    " 'Moldova': 'MD',\n",
    " 'Mongolia': 'MN',\n",
    " 'Montenegro': 'ME',\n",
    " 'Morocco': 'MA',\n",
    " 'Mozambique': 'MZ',\n",
    " 'Myanmar': 'MM',\n",
    " 'Namibia': 'NA',\n",
    " 'Nepal': 'NP',\n",
    " 'Netherlands': 'NL',\n",
    " 'New Zealand': 'NZ',\n",
    " 'North Macedonia': 'NM',\n",
    " 'Nicaragua': 'NI',\n",
    " 'Niger': 'NE',\n",
    " 'Nigeria': 'NG',\n",
    " 'North Korea': 'KP',\n",
    " 'Norway': 'NO',\n",
    " 'Oman': 'OM',\n",
    " 'Pakistan': 'PK',\n",
    " 'Palestine': 'PS',\n",
    " 'Panama': 'PA',\n",
    " 'Papua New Guinea': 'PG',\n",
    " 'Paraguay': 'PY',\n",
    " 'Peru': 'PE',\n",
    " 'Philippines': 'PH',\n",
    " 'Poland': 'PL',\n",
    " 'Portugal': 'PT',\n",
    " 'Qatar': 'QA',\n",
    " 'Republic of China (Taiwan)': 'TW',\n",
    " 'Republic of the Congo': 'CG',\n",
    " 'Romania': 'RO',\n",
    " 'Russia': 'RU',\n",
    " 'Rwanda': 'RW',\n",
    " 'Saudi Arabia': 'SA',\n",
    " 'Senegal': 'SN',\n",
    " 'Serbia': 'RS',\n",
    " 'Sierra Leone': 'SL',\n",
    " 'Singapore': 'SG',\n",
    " 'Slovakia': 'SK',\n",
    " 'Slovenia': 'SI',\n",
    " 'South Africa': 'ZA',\n",
    " 'South Korea': 'KR',\n",
    " 'Spain': 'ES',\n",
    " 'Sri Lanka': 'LK',\n",
    " 'Sudan': 'SD',\n",
    " 'Suriname': 'SR',\n",
    " 'Swaziland': 'SZ',\n",
    " 'Sweden': 'SE',\n",
    " 'Switzerland': 'CH',\n",
    " 'Syria': 'SY',\n",
    " 'Tajikistan': 'TJ',\n",
    " 'Tanzania': 'TZ',\n",
    " 'Thailand': 'TH',\n",
    " 'Timor-Leste': 'TL',\n",
    " 'Togo': 'TG',\n",
    " 'Trinidad and Tobago': 'TT',\n",
    " 'Tunisia': 'TN',\n",
    " 'Turkey': 'TR',\n",
    " 'Turkmenistan': 'TM',\n",
    " 'Uganda': 'UG',\n",
    " 'Ukraine': 'UA',\n",
    " 'United Arab Emirates': 'AE',\n",
    " 'United Kingdom': 'GB',\n",
    " 'United States': 'US',\n",
    " 'Uruguay': 'UY',\n",
    " 'Uzbekistan': 'UZ',\n",
    " 'Venezuela': 'VE',\n",
    " 'Vietnam': 'VN',\n",
    " 'Yemen': 'YE',\n",
    " 'Zambia': 'ZM',\n",
    " 'Zimbabwe': 'ZW'}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " [ 1000 / 1000 ] 100% 0.00435 it/s"
     ]
    }
   ],
   "source": [
    "feature_names = ['democracy_index', 'electoral_processand_pluralism', 'functioning_of_government',\n",
    "                 'political_participation', 'political_culture', 'civil_liberties']\n",
    "\n",
    "X = democracy_index[feature_names].values\n",
    "X = scale(X)\n",
    "\n",
    "size = 15\n",
    "som = MiniSom(size, size, len(X[0]),\n",
    "              neighborhood_function='gaussian', sigma=1.5,\n",
    "              random_seed=1)\n",
    "\n",
    "som.pca_weights_init(X)\n",
    "som.train_random(X, 1000, verbose=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Map of countries\n",
    "----"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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SUlKGSCRiJBIJfe7cuSyhUMhcv36dN23aNPfU1NQbhw4dMvn999/NkpOTM4yNjbWlpaUs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\nmoXwZfdjryzB6NQWz/2XOR1nj2X07oLRvnVs23rlY+zJM+s31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++/4XaR8uo9RKbPJvLJ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\n",
      "text/plain": [
       "<Figure size 1008x1008 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def shorten_country(c):\n",
    "    if len(c) > 6:\n",
    "        return country_codes[c]\n",
    "    else:\n",
    "        return c\n",
    "\n",
    "country_map = som.labels_map(X, democracy_index.country)\n",
    "    \n",
    "plt.figure(figsize=(14, 14))\n",
    "for p, countries in country_map.items():\n",
    "    countries = list(countries)\n",
    "    x = p[0] + .1\n",
    "    y = p[1] - .3\n",
    "    for i, c in enumerate(countries):\n",
    "        off_set = (i+1)/len(countries) - 0.05\n",
    "        plt.text(x, y+off_set, shorten_country(c), color=colors_dict[c], fontsize=10)\n",
    "plt.pcolor(som.distance_map().T, cmap='gray_r', alpha=.2)\n",
    "plt.xticks(np.arange(size+1))\n",
    "plt.yticks(np.arange(size+1))\n",
    "plt.grid()\n",
    "\n",
    "legend_elements = [Patch(facecolor=clr,\n",
    "                         edgecolor='w',\n",
    "                         label=l) for l, clr in category_color.items()]\n",
    "plt.legend(handles=legend_elements, loc='center left', bbox_to_anchor=(1, .95))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Countries with long names are reported with their country code."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Features planes\n",
    "----"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ZfWClsmJR/rSMDS3JjtnevyI7ZuvYouyY+3YNZcfcu7U3O2b3nhkXlxlNjOfH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\n",
      "text/plain": [
       "<Figure size 720x720 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "W = som.get_weights()\n",
    "plt.figure(figsize=(10, 10))\n",
    "for i, f in enumerate(feature_names):\n",
    "    plt.subplot(3, 3, i+1)\n",
    "    plt.title(f)\n",
    "    plt.pcolor(W[:,:,i].T, cmap='coolwarm')\n",
    "    plt.xticks(np.arange(size+1))\n",
    "    plt.yticks(np.arange(size+1))\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Most relevant feature plane\n",
    "----"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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BRUVFl90LsWLFimPN5cAxKKYAAOAn47HHHit77LHHyjpy7Pbt21u9DxOOx6V8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\nMATBFACAIQimAAAM4X8BfhQZGnuyB4UAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Z = np.zeros((size, size))\n",
    "plt.figure(figsize=(8, 8))\n",
    "for i in np.arange(som._weights.shape[0]):\n",
    "    for j in np.arange(som._weights.shape[1]):\n",
    "        feature = np.argmax(W[i, j , :])\n",
    "        plt.plot([j+.5], [i+.5], 'o', color='C'+str(feature),\n",
    "                 marker='s', markersize=24)\n",
    "\n",
    "legend_elements = [Patch(facecolor='C'+str(i),\n",
    "                         edgecolor='w',\n",
    "                         label=f) for i, f in enumerate(feature_names)]\n",
    "\n",
    "plt.legend(handles=legend_elements,\n",
    "           loc='center left',\n",
    "           bbox_to_anchor=(1, .95))\n",
    "        \n",
    "plt.xlim([0, size])\n",
    "plt.ylim([0, size])\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
